States
Alabama 443 Alaska 43 Arizona 629 Arkansas 447 California 15,207 Colorado 1,537 Connecticut 357 Delaware 127 District of Columbia 1,289 Florida 1,283 Georgia 1,076 Hawaii 132 Idaho 186 Illinois 1,830 Indiana 314 Iowa 291 Kansas 115 Kentucky 159 Louisiana 106 Maine 80 Maryland 1,645 Massachusetts 2,280 Michigan 700 Minnesota 393 Mississippi 91 Missouri 477 Montana 51 Nebraska 179 Nevada 195 New Hampshire 104 New Jersey 830 New Mexico 156 New York 6,608 North Carolina 1,210 North Dakota 75 Ohio 688 Oklahoma 186 Oregon 354 Pennsylvania 906 Rhode Island 95 South Carolina 199 South Dakota 58 Tennessee 274 Texas 3,613 Utah 457 Vermont 73 Virginia 3,689 Washington 2,713 West Virginia 74 Wisconsin 340 Wyoming 62
Cities
San Francisco Bay Area, CA 10,337 New York, NY 5,545 Washington, DC 3,603 Seattle, WA 2,102 Los Angeles, CA 2,004 Boston, MA 1,354 Austin, TX 1,175 Chicago, IL 1,151 Dallas–Fort Worth, TX 1,052 Denver, CO 791 Atlanta, GA 692 Raleigh–Durham, NC 484 San Diego, CA 434 Charlotte, NC 367 Phoenix, AZ 359 Houston, TX 260 Pittsburgh, PA 226 Miami, FL 207 Philadelphia, PA 166 Salt Lake City, UT 160 Detroit, MI 146 Minneapolis, MN 124 Baltimore, MD 102 Nashville, TN 64 Portland, OR 29
Role
Software Engineer 11,246 Product Manager 3,296 Engineering Manager 2,116 Project Manager 1,941 Program Manager 1,897 Data Scientist 1,577 Machine Learning Engineer 1,500 Security Engineer 1,436 Marketing Manager 1,358 Full Stack Developer 1,193 AI Engineer 1,061 DevOps Engineer 1,046 Data Engineer 905 Cybersecurity Analyst 844 IT Support Specialist 829 Backend Developer 801 Systems Administrator 752 Site Reliability Engineer 717 Graphic Designer 696 Data Analyst 676 Product Marketing Manager 600 Mobile Developer 591 Network Engineer 571 Business Analyst 561 Product Designer 520 Content Writer 516 QA Engineer 496 Growth Marketing Manager 349 Frontend Developer 340 Cloud Engineer 315 UX Designer 243 PPC Specialist 219 Email Marketing Specialist 207 Social Media Manager 200 Digital Marketing Specialist 182 Community Manager 174 Marketing Analyst 171 Video Editor 99 Brand Manager 95 Creative Director 86 SEO Specialist 77 Content Creator 76 Scrum Master 72 Influencer Marketing Manager 68 BI Developer 61 Art Director 48 Copywriter 48 Web Developer 47 Motion Designer 40 Game Designer 35 3D Artist 29 UI Designer 23 Animator 20 Web Designer 16
Skills
Python 14,817 Machine learning 9,108 Product roadmapping 8,546 AWS 8,275 CI/CD 7,540 SQL 6,196 Kubernetes 6,090 LLMs 5,668 AI agents 5,290 C++ 5,085 Linux 5,023 Java 4,991 Azure 4,917 Distributed systems 4,722 Agile 4,653 Docker 4,249 Google Cloud 4,101 Git 4,018 TypeScript 3,892 Go 3,835 React 3,575 Terraform 3,312 JavaScript 3,268 Go-to-market 2,832 REST APIs 2,731 Jira 2,683 Test automation 2,620 PostgreSQL 2,484 Generative AI 2,449 C 2,428 Microservices 2,398 Product strategy 2,393 Incident response 2,365 Bash 2,215 Positioning & messaging 2,151 Excel 2,040 GitHub 1,883 Embedded systems 1,878 Node.js 1,832 Stakeholder management 1,761 Rust 1,735 PyTorch 1,712 Kafka 1,701 CRM 1,637 Product marketing 1,612 CompTIA certifications 1,604 IAM 1,599 Spark 1,595 Scrum 1,591 C# 1,582 Computer vision 1,557 Cryptography 1,509 Ansible 1,482 GitLab 1,466 Firmware 1,458 Data modeling 1,449 Android 1,432 Market research 1,421 Jenkins 1,369 Deep learning 1,365 PRDs 1,359 RAG 1,340 Data warehousing 1,330 iOS 1,316 Design systems 1,275 PMP 1,271 Confluence 1,255 NoSQL 1,246 ETL 1,222 OpenAI API 1,212 NIST 1,188 Vulnerability management 1,182 Firewalls 1,170 Salesforce 1,164 Google Workspace 1,161 HTML 1,147 Grafana 1,103 Databricks 1,090 Competitive analysis 1,082 Snowflake 1,076 TCP/IP 1,076 CSS 1,075 Tableau 1,051 Kotlin 1,018 DNS / DHCP 1,008 PowerShell 995 Power BI 990 CISSP 986 Angular 977 Prototyping 973 Figma 965 MLOps 958 User stories 951 TensorFlow 942 Scala 934 Prometheus 914 Brand marketing 888 GitHub Actions 881 SAP 876 R 869 NLP 848 A/B testing 847 Active Directory 844 Spring Boot 836 Prompt engineering 832 Web accessibility (WCAG) 829 Airflow 812 MySQL 808 Zero Trust 802 User research 795 Pricing strategy 795 Redis 794 Oracle 785 Elasticsearch 781 Demand generation 781 Sales enablement 762 Unix 756 RTOS 756 Reinforcement learning 747 OAuth 734 SSO / SAML 731 GraphQL 719 Splunk 719 Routing & switching 719 SOC 2 712 Vector databases 707 ServiceNow 698 VPN 690 MongoDB 684 Datadog 674 SQL Server 667 Cisco 646 ITIL 645 BigQuery 641 SIEM 634 JUnit 632 CUDA 630 SEO 630 Helm 627 .NET 626 Microsoft 365 624 VMware 621 CCNA / CCNP 619 HIPAA 600 Technical writing 599 gRPC 595 Threat modeling 590 Serverless 589 CloudFormation 581 Microsoft Project 580 Ruby 577 Next.js 566 LangChain 566 MATLAB 543 FedRAMP 541 Budget management 541 dbt 536 Adobe Creative Cloud 535 SAFe 533 Content strategy 533 Marketing automation 530 Product analytics 527 Email marketing 521 Penetration testing 516 Jetpack Compose 513 SharePoint 502 scikit-learn 493 GIAC certifications 493 ISO 27001 486 CMS 481 pandas 480 Argo CD 470 EDR 448 Windows Server 443 Looker 435 macOS 433 HubSpot 425 DynamoDB 423 Vue.js 415 Typography 412 Six Sigma 411 Event marketing 407 ELK Stack 405 FastAPI 398 OpenTelemetry 391 Chef / Puppet 386 FPGA 372 Photoshop 371 Google Analytics 369 Hadoop 366 React Native 363 Load testing 357 Video editing 356 Okta 355 Paid social 340 SAST / DAST 339 NumPy 336 OpenShift 331 Django 330 Illustrator 330 Account-based marketing 330 Service mesh 327 Redshift 321 Flink 317 CISM 308 Blockchain 302 Intune / SCCM 300 Kanban 299 Wireframing 290 Hugging Face 288 OWASP 286 SD-WAN 285 GRC 281 Motion graphics 279 RabbitMQ 278 Perl 266 Selenium 266 Swift 265 Ruby on Rails 262 ClickHouse 261 Juniper 260 OKRs 251 Playwright 248 Smartsheet 243 Power Platform 242 Content marketing 241 WebSockets 235 Unreal Engine 229 Cassandra 228 PPC 223 Google Ads 223 Wireshark 222 Pulumi 218 Flask 216 After Effects 207 Copywriting 206 Information architecture 203 Redux 201 PCI DSS 201 SageMaker 200 Canva 199 Asana 196 SOAR 195 Marketo 190 Vertex AI 180 InDesign 180 Premiere Pro 180 Notion 178 Tailwind CSS 177 Presto / Trino 170 NetSuite 168 Cypress 164 Hive 159 Kinesis 154 Salesforce Marketing Cloud 154 Cloudflare 153 Workday 150 PHP 145 Jamf 145 OSCP 145 Postman 145 Influencer marketing 145 pytest 140 Jest 138 Zapier 137 Zendesk 135 SEM 134 monday.com 130 Shopify 125 WordPress 125 Conversion rate optimization 119 New Relic 117 Amplitude 113 jQuery 111 Verilog / VHDL 109 Cucumber 105 Neo4j 103 SwiftUI 101 Meta Ads 101 Jupyter 99 Unity 99 CapCut 98 XGBoost 97 SAS 96 Braze 96 Fivetran 94 NestJS 91 WebGL 90 Programmatic advertising 90 SEO tools 89 VBA 88 Nginx 87 Google Search Console 86 Sketch 84 Social media tools 82 HashiCorp Vault 80 Blender 80 Keras 78 Informatica 77 Airtable 77 PCB design 76 D3.js 73 Vite 70 Looker Studio 69 Webflow 69 LinkedIn Ads 68 Adobe Analytics 67 Three.js 66 Firebase 65 Affiliate marketing 65 Mixpanel 64 Flutter 63 Final Cut Pro 62 Webpack 58 Qlik 57 Iterable 57 Svelte 56 Google Tag Manager 56 Elixir 53 Storybook 52 Citrix 52 Klaviyo 50 DaVinci Resolve 49 UIKit 48 Miro 48 Objective-C 46 Appium 46 Maya 46 Cinema 4D 45 Lua 41 Sass 40 Markdown 36 Adobe XD 35 Xcode 32 Express.js 31 Trello 30 TikTok Ads 30 Dart 29 Haskell 29 TestRail 29 Alteryx 28 Mailchimp 27 Laravel 26 Framer 25 Retool 23 AP Style 22 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 14 Houdini 11 Clojure 10 Erlang 8 ZBrush 8 Stata 4
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